This page presents the data development documentation for Battery Electrochemistry for all sites 

Summary

Data Ingestion

The data ingestion phase for batteries follows the standard approach describe on LB Data Dev Architecture - General.

Data Sources

ELN API → <Extraction> →  Local JSON File

ELN

Spreadsheets

SourceSpreadsheetDescriptionData Status*

ELN EWHA BOLLATE

ELN current templateThis is a standard ELN spreadsheet for all sites

ELN BOLLATE

ELN historic templateThis is a ancient format for ELN spreadsheet for BOLLATE. The data is still necessary but new spreadsheet won't be created.

ELN Battery mapping

ELN historic templateThis is a ancient format for ELN spreadsheet for EWHA. The data is still necessary but new spreadsheet won't be created.

ELN MuSigmapré-ELNThis spreadsheet has EWHA data before starting using ELN. There is no new data being added to it. All data is already ingested. 

ELN Separator data Mapping?Existing spreadsheet to be loaded to BQ

*Data Status: HOT: Data currently being updated at the source. It should be loaded regularly. COLD: No data changes at the source. It should be loaded just once.

The list of the spreadsheets/tables extracted from JSON files coming from ELN can be found in the Data Mapping of the next section.

Related documents

Document NameLink
Battery - ELN Data Modelhttps://app.diagrams.net/#G1sD6OqKnBzSR_SrGvzlhEl7s5F5vUGQqD
Battery - ELN Template Documentation

Instruments/Cyclers 

Lab server → <Copy> →  Local CSV/XML/TXT file

Files

CyclersSiteDescriptionStatus
MaccorEWHA

MaccorBollate

BioLogicsEWHA

BioLogics BCSBollate

BioLogics VMP3Bollate

ArbinEWHA

Arbin OLDBollate

Arbin (LPT)Bollate

PNEEWHA

ToyoEWHA

Biologic SP150 & SP300 (VSP)Bollate

BioLogics BCSAUB

BioLogics BCSBRU

BioLogics VMPAUB

BioLogics VMPBRU

BioLogics MPGAUB

BioLogics MPGBRU

BioLogics SPAUB

BioLogics MTZAUB

*Data Status: HOT: Data currently being updated at the source. It should be loaded regularly. COLD: No data changes at the source. It should be loaded just once.

SFTP/File Location - Aubervilliers and NOH data

The instrument files are, most of them, manually added to a Google Driver's folder or a folder in lab servers. 

The spreadsheet Where to find instrument files? has the full list of instrument folders and location:

SFTP/File Location - EWHA

https://docs.google.com/document/d/12FtHrijv22d1IM8FPXrYxx8nQVM4UeZlW8-ges3lYUQ/edit#

SFTP/File Location - Bollate


Data Mapping

No data mapping needed as the data is copied exactly as the source.

Data Preparation or Parsing

The data preparation phase for batteries follows the standard approach describe on LB Data Dev Architecture - General.

Local CSV/XML/TXT file → <Load> → Cloud Storage/Staging BigQuery

Data Mapping

The spreadsheet below presents all data transformation between the raw files (extracted files) and a BigQuery delta table. Some files are unstructured and semi-structured. This steps aims to structure the files in the target table format and checking if the column's type (schema) are conformed expected.

Talend Jobs

The jobs...

Data Integration or Computing

The data integration phase for batteries follows the standard approach describe on LB Data Dev Architecture - General.

Staging BigQuery → <Transform> → ODS BigQuery 

Data Mapping

The spreadsheet below presents all data transformations between the tables on Staging and ODS. This steps aims to add some calculations and intelligence to the data. Not all tables will need passing through this step.

Raw Data Pairing (all sites)

This spreadsheet shows how to align all cyclers in just one commun table schema: 

Talend Jobs

The job...

Data Presentation (DW/DM)

The data presentation phase for batteries follows the standard approach describe on LB Data Dev Architecture - General.

ODS BigQuery → <Transform> → DW BigQuery → <Expose> → DM BigQuery  

Data Mapping

Talend Jobs

In order to load DW the following jobs/scripts are used: 


For the DM dataset(s), no need of jobs as there are no steps to load it. All data is presented as views.

Data Model

The data model presents the tables/views presented on DW/DM dataset and the relation between them. 

{Add model}

Orchestrating Jobs

All the jobs are run in sequence under the follow job and project name on TAC/Talend Cloud:

ProjectJob/Flow
RnI_ACN_BatteryF000_RnI_ACN_Battery_Orch_Flow
RnI_Battery_ELN
RnI_Battery
RnI_Battery_BOLLATE

For scheduling details check the Operational documentation.


Talend

ELN

Project: RnI_Battery_ELN

Instruments

Project: RnI_Battery (EWHA)


Project: RnI_Battery_BOLLATE